Genomic Regions Associated With Skeletal Type Traits in Beef and Dairy Cattle Are Common to Regions Associated With Carcass Traits, Feed Intake and Calving Difficulty

Linear type traits describing the skeletal characteristics of an animal are moderately to strongly genetically correlated with a range of other performance traits in cattle including feed intake, reproduction traits and carcass merit; thus, type traits could also provide useful insights into the mor...

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Main Authors: Jennifer L. Doyle, Donagh P. Berry, Roel F. Veerkamp, Tara R. Carthy, Siobhan W. Walsh, Ross D. Evans, Deirdre C. Purfield
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-02-01
Series:Frontiers in Genetics
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fgene.2020.00020/full
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spelling doaj-36e10965be61441ea319cec1fca1afdd2020-11-24T23:56:15ZengFrontiers Media S.A.Frontiers in Genetics1664-80212020-02-011110.3389/fgene.2020.00020507745Genomic Regions Associated With Skeletal Type Traits in Beef and Dairy Cattle Are Common to Regions Associated With Carcass Traits, Feed Intake and Calving DifficultyJennifer L. Doyle0Jennifer L. Doyle1Donagh P. Berry2Roel F. Veerkamp3Tara R. Carthy4Siobhan W. Walsh5Ross D. Evans6Ross D. Evans7Deirdre C. Purfield8Animal and Grassland Research and Innovation Centre, Moorepark, Teagasc, Fermoy, IrelandDepartment of Science, Waterford Institute of Technology, Waterford, IrelandAnimal and Grassland Research and Innovation Centre, Moorepark, Teagasc, Fermoy, IrelandAnimal Breeding and Genomics Centre, Wageningen Livestock Research, Wageningen University & Research, Wageningen, NetherlandsAnimal and Grassland Research and Innovation Centre, Moorepark, Teagasc, Fermoy, IrelandDepartment of Science, Waterford Institute of Technology, Waterford, IrelandAnimal Breeding and Genomics Centre, Wageningen Livestock Research, Wageningen University & Research, Wageningen, NetherlandsIrish Cattle Breeding Federation, Bandon, IrelandAnimal and Grassland Research and Innovation Centre, Moorepark, Teagasc, Fermoy, IrelandLinear type traits describing the skeletal characteristics of an animal are moderately to strongly genetically correlated with a range of other performance traits in cattle including feed intake, reproduction traits and carcass merit; thus, type traits could also provide useful insights into the morphological differences among animals underpinning phenotypic differences in these complex traits. The objective of the present study was to identify genomic regions associated with five subjectively scored skeletal linear traits, to determine if these associated regions are common in multiple beef and dairy breeds, and also to determine if these regions overlap with those proposed elsewhere to be associated with correlated performance traits. Analyses were carried out using linear mixed models on imputed whole genome sequence data separately in 1,444 Angus, 1,129 Hereford, 6,433 Charolais, 8,745 Limousin, 1,698 Simmental, and 4,494 Holstein-Friesian cattle, all scored for the linear type traits. There was, on average, 18 months difference in age at assessment of the beef versus the dairy animals. While the majority of the identified quantitative trait loci (QTL), and thus genes, were both trait-specific and breed-specific, a large-effect pleiotropic QTL on BTA6 containing the NCAPG and LCORL genes was associated with all skeletal traits in the Limousin population and with wither height in the Angus. Other than that, little overlap existed in detected QTLs for the skeletal type traits in the other breeds. Only two QTLs overlapped the beef and dairy breeds; both QTLs were located on BTA5 and were associated with height in both the Angus and the Holstein-Friesian, despite the difference in age at assessment. Several detected QTLs in the present study overlapped with QTLs documented elsewhere that are associated with carcass traits, feed intake, and calving difficulty. While most breeding programs select for the macro-traits like carcass weight, carcass conformation, and feed intake, the higher degree of granularity with selection on the individual linear type traits in a multi-trait index underpinning the macro-level goal traits, presents an opportunity to help resolve genetic antagonisms among morphological traits in the pursuit of the animal with optimum performance metrics.https://www.frontiersin.org/article/10.3389/fgene.2020.00020/fullcattlegenome-wide association studylinear type traitssingle nucleotide polymorphismskeletalsequence
collection DOAJ
language English
format Article
sources DOAJ
author Jennifer L. Doyle
Jennifer L. Doyle
Donagh P. Berry
Roel F. Veerkamp
Tara R. Carthy
Siobhan W. Walsh
Ross D. Evans
Ross D. Evans
Deirdre C. Purfield
spellingShingle Jennifer L. Doyle
Jennifer L. Doyle
Donagh P. Berry
Roel F. Veerkamp
Tara R. Carthy
Siobhan W. Walsh
Ross D. Evans
Ross D. Evans
Deirdre C. Purfield
Genomic Regions Associated With Skeletal Type Traits in Beef and Dairy Cattle Are Common to Regions Associated With Carcass Traits, Feed Intake and Calving Difficulty
Frontiers in Genetics
cattle
genome-wide association study
linear type traits
single nucleotide polymorphism
skeletal
sequence
author_facet Jennifer L. Doyle
Jennifer L. Doyle
Donagh P. Berry
Roel F. Veerkamp
Tara R. Carthy
Siobhan W. Walsh
Ross D. Evans
Ross D. Evans
Deirdre C. Purfield
author_sort Jennifer L. Doyle
title Genomic Regions Associated With Skeletal Type Traits in Beef and Dairy Cattle Are Common to Regions Associated With Carcass Traits, Feed Intake and Calving Difficulty
title_short Genomic Regions Associated With Skeletal Type Traits in Beef and Dairy Cattle Are Common to Regions Associated With Carcass Traits, Feed Intake and Calving Difficulty
title_full Genomic Regions Associated With Skeletal Type Traits in Beef and Dairy Cattle Are Common to Regions Associated With Carcass Traits, Feed Intake and Calving Difficulty
title_fullStr Genomic Regions Associated With Skeletal Type Traits in Beef and Dairy Cattle Are Common to Regions Associated With Carcass Traits, Feed Intake and Calving Difficulty
title_full_unstemmed Genomic Regions Associated With Skeletal Type Traits in Beef and Dairy Cattle Are Common to Regions Associated With Carcass Traits, Feed Intake and Calving Difficulty
title_sort genomic regions associated with skeletal type traits in beef and dairy cattle are common to regions associated with carcass traits, feed intake and calving difficulty
publisher Frontiers Media S.A.
series Frontiers in Genetics
issn 1664-8021
publishDate 2020-02-01
description Linear type traits describing the skeletal characteristics of an animal are moderately to strongly genetically correlated with a range of other performance traits in cattle including feed intake, reproduction traits and carcass merit; thus, type traits could also provide useful insights into the morphological differences among animals underpinning phenotypic differences in these complex traits. The objective of the present study was to identify genomic regions associated with five subjectively scored skeletal linear traits, to determine if these associated regions are common in multiple beef and dairy breeds, and also to determine if these regions overlap with those proposed elsewhere to be associated with correlated performance traits. Analyses were carried out using linear mixed models on imputed whole genome sequence data separately in 1,444 Angus, 1,129 Hereford, 6,433 Charolais, 8,745 Limousin, 1,698 Simmental, and 4,494 Holstein-Friesian cattle, all scored for the linear type traits. There was, on average, 18 months difference in age at assessment of the beef versus the dairy animals. While the majority of the identified quantitative trait loci (QTL), and thus genes, were both trait-specific and breed-specific, a large-effect pleiotropic QTL on BTA6 containing the NCAPG and LCORL genes was associated with all skeletal traits in the Limousin population and with wither height in the Angus. Other than that, little overlap existed in detected QTLs for the skeletal type traits in the other breeds. Only two QTLs overlapped the beef and dairy breeds; both QTLs were located on BTA5 and were associated with height in both the Angus and the Holstein-Friesian, despite the difference in age at assessment. Several detected QTLs in the present study overlapped with QTLs documented elsewhere that are associated with carcass traits, feed intake, and calving difficulty. While most breeding programs select for the macro-traits like carcass weight, carcass conformation, and feed intake, the higher degree of granularity with selection on the individual linear type traits in a multi-trait index underpinning the macro-level goal traits, presents an opportunity to help resolve genetic antagonisms among morphological traits in the pursuit of the animal with optimum performance metrics.
topic cattle
genome-wide association study
linear type traits
single nucleotide polymorphism
skeletal
sequence
url https://www.frontiersin.org/article/10.3389/fgene.2020.00020/full
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